Labs

The primary homework assignments in this course are lab assignments where you will use R and occassionally other software to acquire, explore, wrangle, and manage different data sets. Please submit a PDF (preferred) or HTML file along with your qmd file. Labs should be submitted on Blackboard.

  • Bias-Variance Tradeoff (Template)
  • The Linear Model (Template)
  • Classification (Template)
  • Regularization and Generalization (Template)
  • Trees and Ensembles (Template)
  • Causal Inference (Template)
  • Neural Networks and Deep Learning (Template)
  • Unsupervised Learning and Pre-Trained Models (Template)